Profiling Report of new_app-user-data.csv

Dataset statistics

Number of variables	49
Number of observations	49844
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	18.6 MiB
Average record size in memory	392.0 B

Variable types

Numeric	8
Categorical	41

Alerts

`numscreens` is highly overall correlated with `OtherScreens`	High correlation
`OtherScreens` is highly overall correlated with `numscreens` and 2 other fields	High correlation
`SavingsScreens` is highly overall correlated with `VerifyHousing` and 5 other fields	High correlation
`location` is highly overall correlated with `VerifyDateOfBirth`	High correlation
`VerifyPhone` is highly overall correlated with `OtherScreens` and 1 other fields	High correlation
`VerifyDateOfBirth` is highly overall correlated with `location`	High correlation
`ProfilePage` is highly overall correlated with `EditProfile` and 1 other fields	High correlation
`VerifyCountry` is highly overall correlated with `OtherScreens` and 1 other fields	High correlation
`EditProfile` is highly overall correlated with `ProfilePage`	High correlation
`VerifyHousing` is highly overall correlated with `SavingsScreens` and 5 other fields	High correlation
`VerifyHousingAmount` is highly overall correlated with `SavingsScreens` and 5 other fields	High correlation
`ProfileMaritalStatus` is highly overall correlated with `SavingsScreens` and 5 other fields	High correlation
`ProfileEducation` is highly overall correlated with `SavingsScreens` and 5 other fields	High correlation
`ProfileEducationMajor` is highly overall correlated with `SavingsScreens` and 4 other fields	High correlation
`VerifyAnnualIncome` is highly overall correlated with `SavingsScreens` and 3 other fields	High correlation
`VerifyIncomeType` is highly overall correlated with `ProfileEducation` and 3 other fields	High correlation
`ProfileJobTitle` is highly overall correlated with `VerifyIncomeType` and 1 other fields	High correlation
`ProfileEmploymentLength` is highly overall correlated with `VerifyIncomeType` and 1 other fields	High correlation
`minigame` is highly imbalanced (50.7%)	Imbalance
`RewardsContainer` is highly imbalanced (58.8%)	Imbalance
`EditProfile` is highly imbalanced (72.4%)	Imbalance
`Finances` is highly imbalanced (61.1%)	Imbalance
`Alerts` is highly imbalanced (62.5%)	Imbalance
`Leaderboard` is highly imbalanced (70.8%)	Imbalance
`VerifyMobile` is highly imbalanced (70.0%)	Imbalance
`VerifyHousing` is highly imbalanced (73.9%)	Imbalance
`RewardDetail` is highly imbalanced (80.4%)	Imbalance
`VerifyHousingAmount` is highly imbalanced (75.5%)	Imbalance
`ProfileMaritalStatus` is highly imbalanced (73.2%)	Imbalance
`ProfileEducation` is highly imbalanced (74.0%)	Imbalance
`ProfileEducationMajor` is highly imbalanced (76.0%)	Imbalance
`Rewards` is highly imbalanced (83.5%)	Imbalance
`AccountView` is highly imbalanced (82.7%)	Imbalance
`VerifyAnnualIncome` is highly imbalanced (84.1%)	Imbalance
`VerifyIncomeType` is highly imbalanced (80.2%)	Imbalance
`ProfileJobTitle` is highly imbalanced (84.9%)	Imbalance
`Login` is highly imbalanced (80.8%)	Imbalance
`ProfileEmploymentLength` is highly imbalanced (85.6%)	Imbalance
`WebView` is highly imbalanced (54.5%)	Imbalance
`SecurityModal` is highly imbalanced (89.3%)	Imbalance
`ResendToken` is highly imbalanced (89.8%)	Imbalance
`TransactionList` is highly imbalanced (90.0%)	Imbalance
`NetworkFailure` is highly imbalanced (93.2%)	Imbalance
`ListPicker` is highly imbalanced (93.7%)	Imbalance
`CreditCardScreens` is highly imbalanced (71.4%)	Imbalance
`dayofweek` has 7495 (15.0%) zeros	Zeros
`hour` has 2654 (5.3%) zeros	Zeros
`OtherScreens` has 774 (1.6%) zeros	Zeros
`CreditMonitoringScreens` has 26174 (52.5%) zeros	Zeros
`SavingsScreens` has 45689 (91.7%) zeros	Zeros

Reproduction

Analysis started	2023-11-11 03:09:33.527660
Analysis finished	2023-11-11 03:09:56.241333
Duration	22.71 seconds
Software version	ydata-profiling vv4.6.1
Download configuration	config.json

user
Real number (ℝ)

Distinct	49733
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	186897.64

Minimum	13
Maximum	373662
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	389.5 KiB

Quantile statistics

Minimum	13
5-th percentile	18865.65
Q1	93526.75
median	187183.5
Q3	279996
95-th percentile	354704.35
Maximum	373662
Range	373649
Interquartile range (IQR)	186469.25

Descriptive statistics

Standard deviation	107772.52
Coefficient of variation (CV)	0.57663927
Kurtosis	-1.1986762
Mean	186897.64
Median Absolute Deviation (MAD)	93248
Skewness	-0.00060372804
Sum	9.3157258 × 10⁹
Variance	1.1614915 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
257669	2	< 0.1%
159899	2	< 0.1%
293752	2	< 0.1%
217440	2	< 0.1%
336864	2	< 0.1%
122942	2	< 0.1%
8767	2	< 0.1%
14494	2	< 0.1%
147309	2	< 0.1%
17527	2	< 0.1%
Other values (49723)	49824	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13	1	< 0.1%
23	1	< 0.1%
29	1	< 0.1%
48	1	< 0.1%
53	1	< 0.1%
76	1	< 0.1%
85	1	< 0.1%
95	1	< 0.1%
96	1	< 0.1%
98	1	< 0.1%

Value	Count	Frequency (%)
373662	1	< 0.1%
373639	1	< 0.1%
373633	1	< 0.1%
373628	1	< 0.1%
373624	1	< 0.1%
373622	1	< 0.1%
373620	1	< 0.1%
373618	1	< 0.1%
373612	1	< 0.1%
373607	1	< 0.1%

dayofweek
Real number (ℝ)

ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0287296

Minimum	0
Maximum	6
Zeros	7495
Zeros (%)	15.0%
Negative	0
Negative (%)	0.0%
Memory size	389.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	5
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.0320193
Coefficient of variation (CV)	0.67091473
Kurtosis	-1.2903246
Mean	3.0287296
Median Absolute Deviation (MAD)	2
Skewness	-0.041032987
Sum	150964
Variance	4.1291026
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
4	7501	15.0%
0	7495	15.0%
5	7393	14.8%
6	7392	14.8%
1	7123	14.3%
3	6640	13.3%
2	6300	12.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7495	15.0%
1	7123	14.3%
2	6300	12.6%
3	6640	13.3%
4	7501	15.0%
5	7393	14.8%
6	7392	14.8%

Value	Count	Frequency (%)
6	7392	14.8%
5	7393	14.8%
4	7501	15.0%
3	6640	13.3%
2	6300	12.6%
1	7123	14.3%
0	7495	15.0%

hour
Real number (ℝ)

ZEROS

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.559445

Minimum	0
Maximum	23
Zeros	2654
Zeros (%)	5.3%
Negative	0
Negative (%)	0.0%
Memory size	389.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	14
Q3	19
95-th percentile	23
Maximum	23
Range	23
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	7.4409267
Coefficient of variation (CV)	0.59245663
Kurtosis	-1.2857841
Mean	12.559445
Median Absolute Deviation (MAD)	6
Skewness	-0.32882778
Sum	626013
Variance	55.367391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
15	2932	5.9%
20	2813	5.6%
17	2807	5.6%
16	2784	5.6%
21	2760	5.5%
18	2725	5.5%
19	2706	5.4%
22	2699	5.4%
0	2654	5.3%
23	2634	5.3%
Other values (14)	22330	44.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2654	5.3%
1	2431	4.9%
2	2496	5.0%
3	2155	4.3%
4	1931	3.9%
5	1562	3.1%
6	1281	2.6%
7	1107	2.2%
8	895	1.8%
9	767	1.5%

Value	Count	Frequency (%)
23	2634	5.3%
22	2699	5.4%
21	2760	5.5%
20	2813	5.6%
19	2706	5.4%
18	2725	5.5%
17	2807	5.6%
16	2784	5.6%
15	2932	5.9%
14	2303	4.6%

age
Real number (ℝ)

Distinct	78
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.732425

Minimum	16
Maximum	101
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	389.5 KiB

Quantile statistics

Minimum	16
5-th percentile	19
Q1	24
median	29
Q3	37
95-th percentile	53
Maximum	101
Range	85
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	10.806681
Coefficient of variation (CV)	0.34055641
Kurtosis	1.2667859
Mean	31.732425
Median Absolute Deviation (MAD)	6
Skewness	1.119299
Sum	1581671
Variance	116.78435
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23	2341	4.7%
25	2330	4.7%
26	2293	4.6%
24	2288	4.6%
27	2213	4.4%
22	2208	4.4%
28	2160	4.3%
21	2119	4.3%
29	2016	4.0%
20	1856	3.7%
Other values (68)	28020	56.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16	191	0.4%
17	694	1.4%
18	1193	2.4%
19	1641	3.3%
20	1856	3.7%
21	2119	4.3%
22	2208	4.4%
23	2341	4.7%
24	2288	4.6%
25	2330	4.7%

Value	Count	Frequency (%)
101	1	< 0.1%
100	2	< 0.1%
98	1	< 0.1%
90	3	< 0.1%
89	2	< 0.1%
88	1	< 0.1%
87	5	< 0.1%
86	3	< 0.1%
85	3	< 0.1%
84	3	< 0.1%

numscreens
Real number (ℝ)

HIGH CORRELATION

Distinct	91
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.824914

Minimum	1
Maximum	91
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	389.5 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	10
median	18
Q3	28
95-th percentile	50
Maximum	91
Range	90
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	14.778043
Coefficient of variation (CV)	0.70963288
Kurtosis	1.9734531
Mean	20.824914
Median Absolute Deviation (MAD)	9
Skewness	1.2873935
Sum	1037997
Variance	218.39057
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	1685	3.4%
16	1680	3.4%
10	1677	3.4%
14	1650	3.3%
12	1648	3.3%
13	1621	3.3%
17	1601	3.2%
7	1576	3.2%
18	1571	3.2%
8	1570	3.1%
Other values (81)	33565	67.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	897	1.8%
2	854	1.7%
3	1050	2.1%
4	1307	2.6%
5	1309	2.6%
6	1478	3.0%
7	1576	3.2%
8	1570	3.1%
9	1568	3.1%
10	1677	3.4%

Value	Count	Frequency (%)
91	10	< 0.1%
90	11	< 0.1%
89	8	< 0.1%
88	12	< 0.1%
87	11	< 0.1%
86	17	< 0.1%
85	15	< 0.1%
84	8	< 0.1%
83	18	< 0.1%
82	12	< 0.1%

minigame
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	44473
1	5371

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	44473	89.2%
1	5371	10.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	44473	89.2%
1	5371	10.8%

Most occurring characters

Value	Count	Frequency (%)
0	44473	89.2%
1	5371	10.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	44473	89.2%
1	5371	10.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	44473	89.2%
1	5371	10.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	44473	89.2%
1	5371	10.8%

used_premium_feature
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	41269
1	8575

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	41269	82.8%
1	8575	17.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	41269	82.8%
1	8575	17.2%

Most occurring characters

Value	Count	Frequency (%)
0	41269	82.8%
1	8575	17.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	41269	82.8%
1	8575	17.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	41269	82.8%
1	8575	17.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	41269	82.8%
1	8575	17.2%

enrolled
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

1	25247
0	24597

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	25247	50.7%
0	24597	49.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	25247	50.7%
0	24597	49.3%

Most occurring characters

Value	Count	Frequency (%)
1	25247	50.7%
0	24597	49.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	25247	50.7%
0	24597	49.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	25247	50.7%
0	24597	49.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	25247	50.7%
0	24597	49.3%

liked
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	41617
1	8227

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	41617	83.5%
1	8227	16.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	41617	83.5%
1	8227	16.5%

Most occurring characters

Value	Count	Frequency (%)
0	41617	83.5%
1	8227	16.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	41617	83.5%
1	8227	16.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	41617	83.5%
1	8227	16.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	41617	83.5%
1	8227	16.5%

location
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

1	25768
0	24076

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	25768	51.7%
0	24076	48.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	25768	51.7%
0	24076	48.3%

Most occurring characters

Value	Count	Frequency (%)
1	25768	51.7%
0	24076	48.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	25768	51.7%
0	24076	48.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	25768	51.7%
0	24076	48.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	25768	51.7%
0	24076	48.3%

Institutions
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	35257
1	14587

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	35257	70.7%
1	14587	29.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	35257	70.7%
1	14587	29.3%

Most occurring characters

Value	Count	Frequency (%)
0	35257	70.7%
1	14587	29.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	35257	70.7%
1	14587	29.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	35257	70.7%
1	14587	29.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	35257	70.7%
1	14587	29.3%

VerifyPhone
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

1	26125
0	23719

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	26125	52.4%
0	23719	47.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	26125	52.4%
0	23719	47.6%

Most occurring characters

Value	Count	Frequency (%)
1	26125	52.4%
0	23719	47.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	26125	52.4%
0	23719	47.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	26125	52.4%
0	23719	47.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	26125	52.4%
0	23719	47.6%

BankVerification
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	33957
1	15887

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	33957	68.1%
1	15887	31.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	33957	68.1%
1	15887	31.9%

Most occurring characters

Value	Count	Frequency (%)
0	33957	68.1%
1	15887	31.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	33957	68.1%
1	15887	31.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	33957	68.1%
1	15887	31.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	33957	68.1%
1	15887	31.9%

VerifyDateOfBirth
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	26282
1	23562

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	26282	52.7%
1	23562	47.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	26282	52.7%
1	23562	47.3%

Most occurring characters

Value	Count	Frequency (%)
0	26282	52.7%
1	23562	47.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	26282	52.7%
1	23562	47.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	26282	52.7%
1	23562	47.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	26282	52.7%
1	23562	47.3%

ProfilePage
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	42070
1	7774

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	42070	84.4%
1	7774	15.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	42070	84.4%
1	7774	15.6%

Most occurring characters

Value	Count	Frequency (%)
0	42070	84.4%
1	7774	15.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	42070	84.4%
1	7774	15.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	42070	84.4%
1	7774	15.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	42070	84.4%
1	7774	15.6%

VerifyCountry
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	28778
1	21066

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	28778	57.7%
1	21066	42.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	28778	57.7%
1	21066	42.3%

Most occurring characters

Value	Count	Frequency (%)
0	28778	57.7%
1	21066	42.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	28778	57.7%
1	21066	42.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	28778	57.7%
1	21066	42.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	28778	57.7%
1	21066	42.3%

Cycle
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	31673
1	18171

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	31673	63.5%
1	18171	36.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	31673	63.5%
1	18171	36.5%

Most occurring characters

Value	Count	Frequency (%)
0	31673	63.5%
1	18171	36.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	31673	63.5%
1	18171	36.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	31673	63.5%
1	18171	36.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	31673	63.5%
1	18171	36.5%

idscreen
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	32869
1	16975

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	32869	65.9%
1	16975	34.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	32869	65.9%
1	16975	34.1%

Most occurring characters

Value	Count	Frequency (%)
0	32869	65.9%
1	16975	34.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	32869	65.9%
1	16975	34.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	32869	65.9%
1	16975	34.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	32869	65.9%
1	16975	34.1%

Splash
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	39848
1	9996

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	39848	79.9%
1	9996	20.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	39848	79.9%
1	9996	20.1%

Most occurring characters

Value	Count	Frequency (%)
0	39848	79.9%
1	9996	20.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	39848	79.9%
1	9996	20.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	39848	79.9%
1	9996	20.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	39848	79.9%
1	9996	20.1%

RewardsContainer
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	45714
1	4130

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	45714	91.7%
1	4130	8.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	45714	91.7%
1	4130	8.3%

Most occurring characters

Value	Count	Frequency (%)
0	45714	91.7%
1	4130	8.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	45714	91.7%
1	4130	8.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	45714	91.7%
1	4130	8.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	45714	91.7%
1	4130	8.3%

EditProfile
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	47477
1	2367

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	47477	95.3%
1	2367	4.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	47477	95.3%
1	2367	4.7%

Most occurring characters

Value	Count	Frequency (%)
0	47477	95.3%
1	2367	4.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	47477	95.3%
1	2367	4.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	47477	95.3%
1	2367	4.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	47477	95.3%
1	2367	4.7%

Finances
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	46039
1	3805

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	46039	92.4%
1	3805	7.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	46039	92.4%
1	3805	7.6%

Most occurring characters

Value	Count	Frequency (%)
0	46039	92.4%
1	3805	7.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	46039	92.4%
1	3805	7.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	46039	92.4%
1	3805	7.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	46039	92.4%
1	3805	7.6%

Alerts
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	46230
1	3614

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	46230	92.7%
1	3614	7.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	46230	92.7%
1	3614	7.3%

Most occurring characters

Value	Count	Frequency (%)
0	46230	92.7%
1	3614	7.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	46230	92.7%
1	3614	7.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	46230	92.7%
1	3614	7.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	46230	92.7%
1	3614	7.3%

Leaderboard
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	47291
1	2553

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	47291	94.9%
1	2553	5.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	47291	94.9%
1	2553	5.1%

Most occurring characters

Value	Count	Frequency (%)
0	47291	94.9%
1	2553	5.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	47291	94.9%
1	2553	5.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	47291	94.9%
1	2553	5.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	47291	94.9%
1	2553	5.1%

VerifyMobile
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	47192
1	2652

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	47192	94.7%
1	2652	5.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	47192	94.7%
1	2652	5.3%

Most occurring characters

Value	Count	Frequency (%)
0	47192	94.7%
1	2652	5.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	47192	94.7%
1	2652	5.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	47192	94.7%
1	2652	5.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	47192	94.7%
1	2652	5.3%

VerifyHousing
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	47642
1	2202

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	47642	95.6%
1	2202	4.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	47642	95.6%
1	2202	4.4%

Most occurring characters

Value	Count	Frequency (%)
0	47642	95.6%
1	2202	4.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	47642	95.6%
1	2202	4.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	47642	95.6%
1	2202	4.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	47642	95.6%
1	2202	4.4%

RewardDetail
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	48333
1	1511

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	48333	97.0%
1	1511	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	48333	97.0%
1	1511	3.0%

Most occurring characters

Value	Count	Frequency (%)
0	48333	97.0%
1	1511	3.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	48333	97.0%
1	1511	3.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	48333	97.0%
1	1511	3.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	48333	97.0%
1	1511	3.0%

VerifyHousingAmount
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	47823
1	2021

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	47823	95.9%
1	2021	4.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	47823	95.9%
1	2021	4.1%

Most occurring characters

Value	Count	Frequency (%)
0	47823	95.9%
1	2021	4.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	47823	95.9%
1	2021	4.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	47823	95.9%
1	2021	4.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	47823	95.9%
1	2021	4.1%

ProfileMaritalStatus
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	47559
1	2285

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	47559	95.4%
1	2285	4.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	47559	95.4%
1	2285	4.6%

Most occurring characters

Value	Count	Frequency (%)
0	47559	95.4%
1	2285	4.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	47559	95.4%
1	2285	4.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	47559	95.4%
1	2285	4.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	47559	95.4%
1	2285	4.6%

ProfileEducation
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	47654
1	2190

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	47654	95.6%
1	2190	4.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	47654	95.6%
1	2190	4.4%

Most occurring characters

Value	Count	Frequency (%)
0	47654	95.6%
1	2190	4.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	47654	95.6%
1	2190	4.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	47654	95.6%
1	2190	4.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	47654	95.6%
1	2190	4.4%

ProfileEducationMajor
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	47875
1	1969

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	47875	96.0%
1	1969	4.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	47875	96.0%
1	1969	4.0%

Most occurring characters

Value	Count	Frequency (%)
0	47875	96.0%
1	1969	4.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	47875	96.0%
1	1969	4.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	47875	96.0%
1	1969	4.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	47875	96.0%
1	1969	4.0%

Rewards
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	48634
1	1210

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	48634	97.6%
1	1210	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	48634	97.6%
1	1210	2.4%

Most occurring characters

Value	Count	Frequency (%)
0	48634	97.6%
1	1210	2.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	48634	97.6%
1	1210	2.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	48634	97.6%
1	1210	2.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	48634	97.6%
1	1210	2.4%

AccountView
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	48559
1	1285

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	48559	97.4%
1	1285	2.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	48559	97.4%
1	1285	2.6%

Most occurring characters

Value	Count	Frequency (%)
0	48559	97.4%
1	1285	2.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	48559	97.4%
1	1285	2.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	48559	97.4%
1	1285	2.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	48559	97.4%
1	1285	2.6%

VerifyAnnualIncome
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	48684
1	1160

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	48684	97.7%
1	1160	2.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	48684	97.7%
1	1160	2.3%

Most occurring characters

Value	Count	Frequency (%)
0	48684	97.7%
1	1160	2.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	48684	97.7%
1	1160	2.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	48684	97.7%
1	1160	2.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	48684	97.7%
1	1160	2.3%

VerifyIncomeType
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	48309
1	1535

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	48309	96.9%
1	1535	3.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	48309	96.9%
1	1535	3.1%

Most occurring characters

Value	Count	Frequency (%)
0	48309	96.9%
1	1535	3.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	48309	96.9%
1	1535	3.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	48309	96.9%
1	1535	3.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	48309	96.9%
1	1535	3.1%

ProfileJobTitle
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	48761
1	1083

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	48761	97.8%
1	1083	2.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	48761	97.8%
1	1083	2.2%

Most occurring characters

Value	Count	Frequency (%)
0	48761	97.8%
1	1083	2.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	48761	97.8%
1	1083	2.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	48761	97.8%
1	1083	2.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	48761	97.8%
1	1083	2.2%

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	48375
1	1469

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	48375	97.1%
1	1469	2.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	48375	97.1%
1	1469	2.9%

Most occurring characters

Value	Count	Frequency (%)
0	48375	97.1%
1	1469	2.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	48375	97.1%
1	1469	2.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	48375	97.1%
1	1469	2.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	48375	97.1%
1	1469	2.9%

ProfileEmploymentLength
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	48825
1	1019

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	48825	98.0%
1	1019	2.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	48825	98.0%
1	1019	2.0%

Most occurring characters

Value	Count	Frequency (%)
0	48825	98.0%
1	1019	2.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	48825	98.0%
1	1019	2.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	48825	98.0%
1	1019	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	48825	98.0%
1	1019	2.0%

WebView
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	45075
1	4769

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	45075	90.4%
1	4769	9.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	45075	90.4%
1	4769	9.6%

Most occurring characters

Value	Count	Frequency (%)
0	45075	90.4%
1	4769	9.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	45075	90.4%
1	4769	9.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	45075	90.4%
1	4769	9.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	45075	90.4%
1	4769	9.6%

SecurityModal
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	49137
1	707

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	49137	98.6%
1	707	1.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	49137	98.6%
1	707	1.4%

Most occurring characters

Value	Count	Frequency (%)
0	49137	98.6%
1	707	1.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	49137	98.6%
1	707	1.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	49137	98.6%
1	707	1.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	49137	98.6%
1	707	1.4%

ResendToken
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	49179
1	665

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	49179	98.7%
1	665	1.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	49179	98.7%
1	665	1.3%

Most occurring characters

Value	Count	Frequency (%)
0	49179	98.7%
1	665	1.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	49179	98.7%
1	665	1.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	49179	98.7%
1	665	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	49179	98.7%
1	665	1.3%

TransactionList
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	49195
1	649

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	49195	98.7%
1	649	1.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	49195	98.7%
1	649	1.3%

Most occurring characters

Value	Count	Frequency (%)
0	49195	98.7%
1	649	1.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	49195	98.7%
1	649	1.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	49195	98.7%
1	649	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	49195	98.7%
1	649	1.3%

NetworkFailure
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	49437
1	407

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	49437	99.2%
1	407	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	49437	99.2%
1	407	0.8%

Most occurring characters

Value	Count	Frequency (%)
0	49437	99.2%
1	407	0.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	49437	99.2%
1	407	0.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	49437	99.2%
1	407	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	49437	99.2%
1	407	0.8%

ListPicker
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	49475
1	369

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	49475	99.3%
1	369	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	49475	99.3%
1	369	0.7%

Most occurring characters

Value	Count	Frequency (%)
0	49475	99.3%
1	369	0.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	49475	99.3%
1	369	0.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	49475	99.3%
1	369	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	49475	99.3%
1	369	0.7%

OtherScreens
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	30
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.1986197

Minimum	0
Maximum	30
Zeros	774
Zeros (%)	1.6%
Negative	0
Negative (%)	0.0%
Memory size	389.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	6
Q3	8
95-th percentile	13
Maximum	30
Range	30
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.6559983
Coefficient of variation (CV)	0.58980845
Kurtosis	0.74559176
Mean	6.1986197
Median Absolute Deviation (MAD)	2
Skewness	0.74472774
Sum	308964
Variance	13.366324
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
5	5728	11.5%
4	5692	11.4%
3	4826	9.7%
6	4735	9.5%
7	4449	8.9%
8	4356	8.7%
2	4130	8.3%
9	3160	6.3%
1	2960	5.9%
10	2300	4.6%
Other values (20)	7508	15.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	774	1.6%
1	2960	5.9%
2	4130	8.3%
3	4826	9.7%
4	5692	11.4%
5	5728	11.5%
6	4735	9.5%
7	4449	8.9%
8	4356	8.7%
9	3160	6.3%

Value	Count	Frequency (%)
30	2	< 0.1%
28	1	< 0.1%
27	2	< 0.1%
26	9	< 0.1%
25	12	< 0.1%
24	13	< 0.1%
23	18	< 0.1%
22	20	< 0.1%
21	28	0.1%
20	37	0.1%

CreditCardScreens
Categorical

IMBALANCE

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

0	45425
2	1549
1	1519
3	1351

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	45425	91.1%
2	1549	3.1%
1	1519	3.0%
3	1351	2.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	45425	91.1%
2	1549	3.1%
1	1519	3.0%
3	1351	2.7%

Most occurring characters

Value	Count	Frequency (%)
0	45425	91.1%
2	1549	3.1%
1	1519	3.0%
3	1351	2.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	45425	91.1%
2	1549	3.1%
1	1519	3.0%
3	1351	2.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	45425	91.1%
2	1549	3.1%
1	1519	3.0%
3	1351	2.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	45425	91.1%
2	1549	3.1%
1	1519	3.0%
3	1351	2.7%

CreditMonitoringScreens
Real number (ℝ)

ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.92480539

Minimum	0
Maximum	5
Zeros	26174
Zeros (%)	52.5%
Negative	0
Negative (%)	0.0%
Memory size	389.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.215996
Coefficient of variation (CV)	1.3148669
Kurtosis	0.23195136
Mean	0.92480539
Median Absolute Deviation (MAD)	0
Skewness	1.1735329
Sum	46096
Variance	1.4786464
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	26174	52.5%
1	11250	22.6%
2	5097	10.2%
3	4642	9.3%
4	2679	5.4%
5	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	26174	52.5%
1	11250	22.6%
2	5097	10.2%
3	4642	9.3%
4	2679	5.4%
5	2	< 0.1%

Value	Count	Frequency (%)
5	2	< 0.1%
4	2679	5.4%
3	4642	9.3%
2	5097	10.2%
1	11250	22.6%
0	26174	52.5%

LoanScreens
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	389.5 KiB

1	26674
0	17216
2	5308
3	646

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	49844
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	26674	53.5%
0	17216	34.5%
2	5308	10.6%
3	646	1.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	26674	53.5%
0	17216	34.5%
2	5308	10.6%
3	646	1.3%

Most occurring characters

Value	Count	Frequency (%)
1	26674	53.5%
0	17216	34.5%
2	5308	10.6%
3	646	1.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49844	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	26674	53.5%
0	17216	34.5%
2	5308	10.6%
3	646	1.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	49844	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	26674	53.5%
0	17216	34.5%
2	5308	10.6%
3	646	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49844	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	26674	53.5%
0	17216	34.5%
2	5308	10.6%
3	646	1.3%

SavingsScreens
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.35334243

Minimum	0
Maximum	10
Zeros	45689
Zeros (%)	91.7%
Negative	0
Negative (%)	0.0%
Memory size	389.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.3782828
Coefficient of variation (CV)	3.9007001
Kurtosis	19.292238
Mean	0.35334243
Median Absolute Deviation (MAD)	0
Skewness	4.3682141
Sum	17612
Variance	1.8996636
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	45689	91.7%
1	854	1.7%
4	658	1.3%
8	629	1.3%
3	623	1.2%
6	435	0.9%
5	370	0.7%
2	320	0.6%
7	173	0.3%
10	77	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	45689	91.7%
1	854	1.7%
2	320	0.6%
3	623	1.2%
4	658	1.3%
5	370	0.7%
6	435	0.9%
7	173	0.3%
8	629	1.3%
9	16	< 0.1%

Value	Count	Frequency (%)
10	77	0.2%
9	16	< 0.1%
8	629	1.3%
7	173	0.3%
6	435	0.9%
5	370	0.7%
4	658	1.3%
3	623	1.2%
2	320	0.6%
1	854	1.7%

Auto

Heatmap
Table

	user	dayofweek	hour	age	numscreens	OtherScreens	CreditMonitoringScreens	SavingsScreens	minigame	used_premium_feature	enrolled	liked	location	Institutions	VerifyPhone	BankVerification	VerifyDateOfBirth	ProfilePage	VerifyCountry	Cycle	idscreen	Splash	RewardsContainer	EditProfile	Finances	Alerts	Leaderboard	VerifyMobile	VerifyHousing	RewardDetail	VerifyHousingAmount	ProfileMaritalStatus	ProfileEducation	ProfileEducationMajor	Rewards	AccountView	VerifyAnnualIncome	VerifyIncomeType	ProfileJobTitle	Login	ProfileEmploymentLength	WebView	SecurityModal	ResendToken	TransactionList	NetworkFailure	ListPicker	CreditCardScreens	LoanScreens
user	1.000	-0.002	-0.012	-0.002	-0.002	0.001	0.001	-0.002	0.013	0.000	0.005	0.009	0.010	0.014	0.008	0.000	0.012	0.008	0.000	0.000	0.000	0.000	0.019	0.000	0.000	0.000	0.000	0.000	0.004	0.000	0.002	0.003	0.000	0.000	0.000	0.000	0.004	0.000	0.012	0.000	0.007	0.000	0.000	0.006	0.000	0.000	0.003	0.004	0.007
dayofweek	-0.002	1.000	0.014	-0.012	0.007	0.010	0.005	-0.004	0.009	0.018	0.022	0.010	0.016	0.007	0.011	0.014	0.025	0.000	0.014	0.017	0.004	0.028	0.009	0.008	0.011	0.011	0.010	0.019	0.000	0.001	0.000	0.000	0.000	0.000	0.008	0.018	0.000	0.009	0.009	0.008	0.009	0.009	0.000	0.000	0.008	0.000	0.009	0.002	0.023
hour	-0.012	0.014	1.000	0.014	-0.082	-0.075	-0.041	-0.025	0.005	0.035	0.063	0.006	0.089	0.035	0.066	0.031	0.094	0.025	0.038	0.052	0.048	0.037	0.029	0.029	0.013	0.019	0.022	0.034	0.025	0.027	0.026	0.034	0.024	0.027	0.000	0.013	0.023	0.026	0.025	0.014	0.025	0.010	0.011	0.008	0.007	0.009	0.011	0.024	0.038
age	-0.002	-0.012	0.014	1.000	-0.132	-0.165	-0.048	0.001	0.044	0.042	0.155	0.000	0.131	0.038	0.146	0.090	0.130	0.028	0.125	0.171	0.177	0.021	0.028	0.004	0.052	0.078	0.014	0.028	0.021	0.035	0.021	0.024	0.022	0.022	0.022	0.018	0.019	0.015	0.020	0.035	0.020	0.048	0.023	0.025	0.024	0.013	0.030	0.027	0.091
numscreens	-0.002	0.007	-0.082	-0.132	1.000	0.722	0.425	0.305	0.043	0.080	0.303	0.011	0.429	0.319	0.489	0.357	0.373	0.426	0.421	0.145	0.164	0.073	0.267	0.337	0.156	0.192	0.130	0.143	0.379	0.185	0.379	0.426	0.408	0.420	0.134	0.147	0.264	0.323	0.311	0.106	0.306	0.188	0.079	0.084	0.087	0.027	0.089	0.178	0.229
OtherScreens	0.001	0.010	-0.075	-0.165	0.722	1.000	0.091	0.077	0.054	0.120	0.399	0.000	0.472	0.088	0.586	0.447	0.434	0.110	0.678	0.100	0.202	0.103	0.081	0.094	0.164	0.059	0.031	0.076	0.084	0.046	0.086	0.122	0.107	0.113	0.074	0.042	0.070	0.102	0.101	0.089	0.098	0.067	0.084	0.098	0.035	0.025	0.040	0.032	0.349
CreditMonitoringScreens	0.001	0.005	-0.041	-0.048	0.425	0.091	1.000	0.109	0.061	0.064	0.254	0.000	0.148	0.475	0.175	0.059	0.140	0.138	0.154	0.093	0.066	0.060	0.181	0.055	0.250	0.167	0.093	0.320	0.080	0.110	0.079	0.083	0.079	0.080	0.118	0.113	0.052	0.057	0.053	0.021	0.050	0.065	0.014	0.031	0.064	0.006	0.038	0.110	0.186
SavingsScreens	-0.002	-0.004	-0.025	0.001	0.305	0.077	0.109	1.000	0.033	0.062	0.041	0.012	0.033	0.130	0.056	0.090	0.026	0.481	0.068	0.024	0.031	0.038	0.157	0.314	0.014	0.118	0.066	0.092	0.679	0.072	0.687	0.638	0.570	0.559	0.040	0.047	0.517	0.398	0.381	0.003	0.388	0.014	0.004	0.021	0.046	0.000	0.028	0.057	0.024
minigame	0.013	0.009	0.005	0.044	0.043	0.054	0.061	0.033	1.000	0.109	0.015	0.011	0.026	0.024	0.000	0.069	0.042	0.019	0.031	0.038	0.055	0.054	0.054	0.000	0.044	0.019	0.054	0.035	0.034	0.046	0.031	0.028	0.025	0.024	0.068	0.017	0.023	0.020	0.022	0.029	0.017	0.004	0.009	0.016	0.032	0.008	0.000	0.008	0.040
used_premium_feature	0.000	0.018	0.035	0.042	0.080	0.120	0.064	0.062	0.109	1.000	0.048	0.000	0.074	0.083	0.049	0.225	0.101	0.021	0.017	0.056	0.002	0.076	0.027	0.016	0.037	0.090	0.024	0.032	0.000	0.012	0.000	0.000	0.001	0.003	0.032	0.148	0.001	0.009	0.000	0.025	0.000	0.056	0.021	0.033	0.106	0.008	0.000	0.024	0.224
enrolled	0.005	0.022	0.063	0.155	0.303	0.399	0.254	0.041	0.015	0.048	1.000	0.000	0.298	0.005	0.440	0.209	0.319	0.029	0.253	0.093	0.191	0.039	0.008	0.007	0.048	0.147	0.013	0.148	0.040	0.019	0.042	0.012	0.019	0.022	0.034	0.069	0.043	0.023	0.022	0.029	0.016	0.062	0.033	0.004	0.049	0.008	0.019	0.025	0.262
liked	0.009	0.010	0.006	0.000	0.011	0.000	0.000	0.012	0.011	0.000	0.000	1.000	0.004	0.004	0.000	0.000	0.005	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.002	0.000	0.000	0.000	0.001	0.000	0.003	0.000	0.000	0.000	0.008	0.000	0.001	0.000	0.000	0.000	0.000	0.004	0.000	0.000	0.000	0.000	0.005	0.002	0.006
location	0.010	0.016	0.089	0.131	0.429	0.472	0.148	0.033	0.026	0.074	0.298	0.004	1.000	0.012	0.490	0.171	0.745	0.024	0.471	0.033	0.110	0.045	0.000	0.056	0.035	0.099	0.017	0.127	0.041	0.009	0.044	0.044	0.042	0.045	0.019	0.047	0.029	0.042	0.043	0.000	0.038	0.015	0.027	0.089	0.033	0.000	0.000	0.019	0.253
Institutions	0.014	0.007	0.035	0.038	0.319	0.088	0.475	0.130	0.024	0.083	0.005	0.004	0.012	1.000	0.037	0.105	0.042	0.140	0.113	0.090	0.044	0.115	0.219	0.054	0.185	0.161	0.103	0.165	0.081	0.076	0.080	0.091	0.083	0.085	0.101	0.188	0.044	0.052	0.047	0.036	0.047	0.050	0.024	0.074	0.067	0.023	0.022	0.148	0.293
VerifyPhone	0.008	0.011	0.066	0.146	0.489	0.586	0.175	0.056	0.000	0.049	0.440	0.000	0.490	0.037	1.000	0.289	0.466	0.046	0.612	0.079	0.160	0.039	0.004	0.070	0.036	0.135	0.024	0.077	0.076	0.017	0.078	0.084	0.084	0.089	0.025	0.074	0.059	0.075	0.070	0.000	0.068	0.000	0.052	0.103	0.062	0.009	0.008	0.017	0.276
BankVerification	0.000	0.014	0.031	0.090	0.357	0.447	0.059	0.090	0.069	0.225	0.209	0.000	0.171	0.105	0.289	1.000	0.136	0.045	0.339	0.079	0.077	0.011	0.000	0.035	0.000	0.052	0.000	0.025	0.005	0.008	0.003	0.000	0.000	0.000	0.000	0.013	0.008	0.009	0.000	0.050	0.000	0.000	0.171	0.021	0.004	0.008	0.013	0.031	0.165
VerifyDateOfBirth	0.012	0.025	0.094	0.130	0.373	0.434	0.140	0.026	0.042	0.101	0.319	0.005	0.745	0.042	0.466	0.136	1.000	0.000	0.386	0.027	0.130	0.107	0.016	0.037	0.060	0.122	0.022	0.134	0.024	0.012	0.026	0.034	0.030	0.034	0.037	0.064	0.027	0.037	0.038	0.014	0.034	0.034	0.026	0.099	0.046	0.000	0.002	0.023	0.238
ProfilePage	0.008	0.000	0.025	0.028	0.426	0.110	0.138	0.481	0.019	0.021	0.029	0.000	0.024	0.140	0.046	0.045	0.000	1.000	0.041	0.000	0.029	0.016	0.251	0.503	0.036	0.248	0.072	0.047	0.434	0.128	0.413	0.503	0.491	0.467	0.109	0.078	0.294	0.388	0.341	0.101	0.332	0.060	0.015	0.018	0.047	0.000	0.099	0.195	0.110
VerifyCountry	0.000	0.014	0.038	0.125	0.421	0.678	0.154	0.068	0.031	0.017	0.253	0.000	0.471	0.113	0.612	0.339	0.386	0.041	1.000	0.030	0.088	0.029	0.071	0.006	0.035	0.104	0.042	0.048	0.044	0.048	0.038	0.018	0.035	0.031	0.043	0.056	0.050	0.057	0.035	0.015	0.036	0.021	0.068	0.128	0.038	0.017	0.018	0.061	0.257
Cycle	0.000	0.017	0.052	0.171	0.145	0.100	0.093	0.024	0.038	0.056	0.093	0.000	0.033	0.090	0.079	0.079	0.027	0.000	0.030	1.000	0.334	0.160	0.039	0.000	0.034	0.022	0.022	0.018	0.000	0.021	0.000	0.007	0.000	0.000	0.000	0.012	0.006	0.000	0.000	0.012	0.001	0.003	0.000	0.036	0.008	0.031	0.010	0.023	0.056
idscreen	0.000	0.004	0.048	0.177	0.164	0.202	0.066	0.031	0.055	0.002	0.191	0.000	0.110	0.044	0.160	0.077	0.130	0.029	0.088	0.334	1.000	0.028	0.017	0.011	0.120	0.085	0.003	0.013	0.000	0.010	0.000	0.014	0.006	0.000	0.070	0.042	0.010	0.000	0.005	0.004	0.000	0.031	0.011	0.026	0.027	0.033	0.012	0.010	0.132
Splash	0.000	0.028	0.037	0.021	0.073	0.103	0.060	0.038	0.054	0.076	0.039	0.000	0.045	0.115	0.039	0.011	0.107	0.016	0.029	0.160	0.028	1.000	0.095	0.000	0.144	0.073	0.008	0.084	0.003	0.032	0.001	0.007	0.007	0.000	0.079	0.047	0.000	0.004	0.012	0.117	0.011	0.043	0.003	0.058	0.041	0.017	0.018	0.007	0.160
RewardsContainer	0.019	0.009	0.029	0.028	0.267	0.081	0.181	0.157	0.054	0.027	0.008	0.000	0.000	0.219	0.004	0.000	0.016	0.251	0.071	0.039	0.017	0.095	1.000	0.149	0.086	0.122	0.097	0.061	0.158	0.437	0.148	0.159	0.169	0.168	0.047	0.061	0.089	0.116	0.098	0.050	0.090	0.048	0.000	0.034	0.060	0.000	0.043	0.192	0.083
EditProfile	0.000	0.008	0.029	0.004	0.337	0.094	0.055	0.314	0.000	0.016	0.007	0.000	0.056	0.054	0.070	0.035	0.037	0.503	0.006	0.000	0.011	0.000	0.149	1.000	0.000	0.096	0.031	0.028	0.351	0.067	0.330	0.397	0.431	0.406	0.046	0.017	0.291	0.475	0.421	0.068	0.401	0.025	0.005	0.008	0.007	0.000	0.068	0.089	0.024
Finances	0.000	0.011	0.013	0.052	0.156	0.164	0.250	0.014	0.044	0.037	0.048	0.002	0.035	0.185	0.036	0.000	0.060	0.036	0.035	0.034	0.120	0.144	0.086	0.000	1.000	0.021	0.037	0.068	0.009	0.032	0.007	0.001	0.003	0.000	0.313	0.056	0.009	0.007	0.000	0.024	0.000	0.032	0.027	0.090	0.016	0.025	0.027	0.051	0.156
Alerts	0.000	0.011	0.019	0.078	0.192	0.059	0.167	0.118	0.019	0.090	0.147	0.000	0.099	0.161	0.135	0.052	0.122	0.248	0.104	0.022	0.085	0.073	0.122	0.096	0.021	1.000	0.089	0.002	0.089	0.052	0.085	0.119	0.116	0.115	0.041	0.128	0.048	0.059	0.054	0.074	0.057	0.105	0.000	0.019	0.094	0.000	0.055	0.104	0.248
Leaderboard	0.000	0.010	0.022	0.014	0.130	0.031	0.093	0.066	0.054	0.024	0.013	0.000	0.017	0.103	0.024	0.000	0.022	0.072	0.042	0.022	0.003	0.008	0.097	0.031	0.037	0.089	1.000	0.002	0.061	0.059	0.061	0.046	0.051	0.052	0.026	0.041	0.038	0.029	0.023	0.002	0.022	0.026	0.000	0.010	0.041	0.013	0.019	0.069	0.088
VerifyMobile	0.000	0.019	0.034	0.028	0.143	0.076	0.320	0.092	0.035	0.032	0.148	0.000	0.127	0.165	0.077	0.025	0.134	0.047	0.048	0.018	0.013	0.084	0.061	0.028	0.068	0.002	0.002	1.000	0.019	0.017	0.018	0.053	0.041	0.038	0.037	0.006	0.020	0.046	0.031	0.000	0.028	0.016	0.010	0.027	0.009	0.012	0.007	0.063	0.072
VerifyHousing	0.004	0.000	0.025	0.021	0.379	0.084	0.080	0.679	0.034	0.000	0.040	0.001	0.041	0.081	0.076	0.005	0.024	0.434	0.044	0.000	0.000	0.003	0.158	0.351	0.009	0.089	0.061	0.019	1.000	0.093	0.956	0.564	0.591	0.576	0.060	0.018	0.522	0.431	0.376	0.018	0.372	0.011	0.002	0.012	0.014	0.000	0.031	0.089	0.024
RewardDetail	0.000	0.001	0.027	0.035	0.185	0.046	0.110	0.072	0.046	0.012	0.019	0.000	0.009	0.076	0.017	0.008	0.012	0.128	0.048	0.021	0.010	0.032	0.437	0.067	0.032	0.052	0.059	0.017	0.093	1.000	0.087	0.070	0.074	0.068	0.210	0.036	0.039	0.059	0.040	0.036	0.030	0.031	0.000	0.008	0.042	0.000	0.029	0.105	0.033
VerifyHousingAmount	0.002	0.000	0.026	0.021	0.379	0.086	0.079	0.687	0.031	0.000	0.042	0.003	0.044	0.080	0.078	0.003	0.026	0.413	0.038	0.000	0.000	0.001	0.148	0.330	0.007	0.085	0.061	0.018	0.956	0.087	1.000	0.566	0.575	0.567	0.058	0.017	0.517	0.412	0.367	0.017	0.364	0.011	0.000	0.011	0.015	0.000	0.028	0.083	0.027
ProfileMaritalStatus	0.003	0.000	0.034	0.024	0.426	0.122	0.083	0.638	0.028	0.000	0.012	0.000	0.044	0.091	0.084	0.000	0.034	0.503	0.018	0.007	0.014	0.007	0.159	0.397	0.001	0.119	0.046	0.053	0.564	0.070	0.566	1.000	0.668	0.662	0.048	0.027	0.369	0.472	0.444	0.004	0.446	0.008	0.002	0.017	0.024	0.000	0.027	0.097	0.034
ProfileEducation	0.000	0.000	0.024	0.022	0.408	0.107	0.079	0.570	0.025	0.001	0.019	0.000	0.042	0.083	0.084	0.000	0.030	0.491	0.035	0.000	0.006	0.007	0.169	0.431	0.003	0.116	0.051	0.041	0.591	0.074	0.575	0.668	1.000	0.946	0.050	0.018	0.399	0.502	0.463	0.000	0.447	0.007	0.007	0.010	0.030	0.000	0.032	0.090	0.028
ProfileEducationMajor	0.000	0.000	0.027	0.022	0.420	0.113	0.080	0.559	0.024	0.003	0.022	0.000	0.045	0.085	0.089	0.000	0.034	0.467	0.031	0.000	0.000	0.000	0.168	0.406	0.000	0.115	0.052	0.038	0.576	0.068	0.567	0.662	0.946	1.000	0.047	0.017	0.401	0.493	0.463	0.000	0.448	0.007	0.005	0.009	0.033	0.000	0.033	0.088	0.030
Rewards	0.000	0.008	0.000	0.022	0.134	0.074	0.118	0.040	0.068	0.032	0.034	0.008	0.019	0.101	0.025	0.000	0.037	0.109	0.043	0.000	0.070	0.079	0.047	0.046	0.313	0.041	0.026	0.037	0.060	0.210	0.058	0.048	0.050	0.047	1.000	0.027	0.042	0.040	0.032	0.012	0.029	0.029	0.011	0.030	0.039	0.013	0.054	0.101	0.041
AccountView	0.000	0.018	0.013	0.018	0.147	0.042	0.113	0.047	0.017	0.148	0.069	0.000	0.047	0.188	0.074	0.013	0.064	0.078	0.056	0.012	0.042	0.047	0.061	0.017	0.056	0.128	0.041	0.006	0.018	0.036	0.017	0.027	0.018	0.017	0.027	1.000	0.001	0.000	0.004	0.012	0.006	0.076	0.013	0.008	0.128	0.000	0.028	0.063	0.192
VerifyAnnualIncome	0.004	0.000	0.023	0.019	0.264	0.070	0.052	0.517	0.023	0.001	0.043	0.001	0.029	0.044	0.059	0.008	0.027	0.294	0.050	0.006	0.010	0.000	0.089	0.291	0.009	0.048	0.038	0.020	0.522	0.039	0.517	0.369	0.399	0.401	0.042	0.001	1.000	0.592	0.483	0.000	0.461	0.000	0.000	0.012	0.000	0.000	0.029	0.057	0.005
VerifyIncomeType	0.000	0.009	0.026	0.015	0.323	0.102	0.057	0.398	0.020	0.009	0.023	0.000	0.042	0.052	0.075	0.009	0.037	0.388	0.057	0.000	0.000	0.004	0.116	0.475	0.007	0.059	0.029	0.046	0.431	0.059	0.412	0.472	0.502	0.493	0.040	0.000	0.592	1.000	0.723	0.005	0.689	0.000	0.009	0.014	0.000	0.000	0.038	0.064	0.011
ProfileJobTitle	0.012	0.009	0.025	0.020	0.311	0.101	0.053	0.381	0.022	0.000	0.022	0.000	0.043	0.047	0.070	0.000	0.038	0.341	0.035	0.000	0.005	0.012	0.098	0.421	0.000	0.054	0.023	0.031	0.376	0.040	0.367	0.444	0.463	0.463	0.032	0.004	0.483	0.723	1.000	0.000	0.856	0.000	0.008	0.011	0.000	0.000	0.024	0.056	0.021
Login	0.000	0.008	0.014	0.035	0.106	0.089	0.021	0.003	0.029	0.025	0.029	0.000	0.000	0.036	0.000	0.050	0.014	0.101	0.015	0.012	0.004	0.117	0.050	0.068	0.024	0.074	0.002	0.000	0.018	0.036	0.017	0.004	0.000	0.000	0.012	0.012	0.000	0.005	0.000	1.000	0.000	0.028	0.007	0.004	0.000	0.036	0.045	0.018	0.035
ProfileEmploymentLength	0.007	0.009	0.025	0.020	0.306	0.098	0.050	0.388	0.017	0.000	0.016	0.000	0.038	0.047	0.068	0.000	0.034	0.332	0.036	0.001	0.000	0.011	0.090	0.401	0.000	0.057	0.022	0.028	0.372	0.030	0.364	0.446	0.447	0.448	0.029	0.006	0.461	0.689	0.856	0.000	1.000	0.000	0.008	0.013	0.000	0.000	0.021	0.056	0.019
WebView	0.000	0.009	0.010	0.048	0.188	0.067	0.065	0.014	0.004	0.056	0.062	0.004	0.015	0.050	0.000	0.000	0.034	0.060	0.021	0.003	0.031	0.043	0.048	0.025	0.032	0.105	0.026	0.016	0.011	0.031	0.011	0.008	0.007	0.007	0.029	0.076	0.000	0.000	0.000	0.028	0.000	1.000	0.002	0.003	0.057	0.000	0.068	0.089	0.371
SecurityModal	0.000	0.000	0.011	0.023	0.079	0.084	0.014	0.004	0.009	0.021	0.033	0.000	0.027	0.024	0.052	0.171	0.026	0.015	0.068	0.000	0.011	0.003	0.000	0.005	0.027	0.000	0.000	0.010	0.002	0.000	0.000	0.002	0.007	0.005	0.011	0.013	0.000	0.009	0.008	0.007	0.008	0.002	1.000	0.012	0.005	0.000	0.000	0.000	0.025
ResendToken	0.006	0.000	0.008	0.025	0.084	0.098	0.031	0.021	0.016	0.033	0.004	0.000	0.089	0.074	0.103	0.021	0.099	0.018	0.128	0.036	0.026	0.058	0.034	0.008	0.090	0.019	0.010	0.027	0.012	0.008	0.011	0.017	0.010	0.009	0.030	0.008	0.012	0.014	0.011	0.004	0.013	0.003	0.012	1.000	0.010	0.008	0.000	0.020	0.039
TransactionList	0.000	0.008	0.007	0.024	0.087	0.035	0.064	0.046	0.032	0.106	0.049	0.000	0.033	0.067	0.062	0.004	0.046	0.047	0.038	0.008	0.027	0.041	0.060	0.007	0.016	0.094	0.041	0.009	0.014	0.042	0.015	0.024	0.030	0.033	0.039	0.128	0.000	0.000	0.000	0.000	0.000	0.057	0.005	0.010	1.000	0.000	0.015	0.045	0.122
NetworkFailure	0.000	0.000	0.009	0.013	0.027	0.025	0.006	0.000	0.008	0.008	0.008	0.000	0.000	0.023	0.009	0.008	0.000	0.000	0.017	0.031	0.033	0.017	0.000	0.000	0.025	0.000	0.013	0.012	0.000	0.000	0.000	0.000	0.000	0.000	0.013	0.000	0.000	0.000	0.000	0.036	0.000	0.000	0.000	0.008	0.000	1.000	0.000	0.000	0.002
ListPicker	0.003	0.009	0.011	0.030	0.089	0.040	0.038	0.028	0.000	0.000	0.019	0.005	0.000	0.022	0.008	0.013	0.002	0.099	0.018	0.010	0.012	0.018	0.043	0.068	0.027	0.055	0.019	0.007	0.031	0.029	0.028	0.027	0.032	0.033	0.054	0.028	0.029	0.038	0.024	0.045	0.021	0.068	0.000	0.000	0.015	0.000	1.000	0.057	0.043
CreditCardScreens	0.004	0.002	0.024	0.027	0.178	0.032	0.110	0.057	0.008	0.024	0.025	0.002	0.019	0.148	0.017	0.031	0.023	0.195	0.061	0.023	0.010	0.007	0.192	0.089	0.051	0.104	0.069	0.063	0.089	0.105	0.083	0.097	0.090	0.088	0.101	0.063	0.057	0.064	0.056	0.018	0.056	0.089	0.000	0.020	0.045	0.000	0.057	1.000	0.070
LoanScreens	0.007	0.023	0.038	0.091	0.229	0.349	0.186	0.024	0.040	0.224	0.262	0.006	0.253	0.293	0.276	0.165	0.238	0.110	0.257	0.056	0.132	0.160	0.083	0.024	0.156	0.248	0.088	0.072	0.024	0.033	0.027	0.034	0.028	0.030	0.041	0.192	0.005	0.011	0.021	0.035	0.019	0.371	0.025	0.039	0.122	0.002	0.043	0.070	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	user	dayofweek	hour	age	numscreens	minigame	used_premium_feature	enrolled	liked	location	Institutions	VerifyPhone	BankVerification	VerifyDateOfBirth	VerifyCountry	Cycle	idscreen	Splash	RewardsContainer	Finances	Leaderboard	RewardDetail	Rewards	Login	TransactionList	OtherScreens	CreditMonitoringScreens	LoanScreens
0	235136	3	2	23	15	0	0	0	0	0	0	1	0	1	0	1	1	0	0	0	0	0	0	1	0	7	0	1
1	333588	6	1	24	13	0	0	0	0	1	1	1	0	1	1	0	0	0	0	0	0	0	0	0	0	5	0	1
2	254414	1	19	23	3	0	1	0	1	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	1
3	234192	4	16	28	40	0	0	1	0	1	0	1	0	1	0	0	0	0	0	1	1	1	1	0	0	6	3	1
4	51549	1	18	31	32	0	0	1	1	0	1	1	1	0	1	1	1	0	0	0	0	0	0	0	0	10	2	1
5	56480	2	9	20	14	0	0	1	0	0	1	1	0	0	0	1	1	0	0	0	0	0	0	0	0	6	2	1
6	144649	1	2	35	3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0
7	249366	1	3	26	41	0	1	0	0	0	0	1	1	0	1	1	0	1	0	0	0	0	0	0	1	8	2	1
8	372004	2	14	29	33	1	1	0	0	1	1	1	1	0	1	0	0	0	1	0	0	0	0	0	0	19	0	3
9	338013	4	18	26	19	0	0	1	0	1	0	1	1	1	1	0	0	0	0	0	0	0	0	0	0	11	0	1

	user	dayofweek	hour	age	numscreens	minigame	used_premium_feature	enrolled	liked	location	Institutions	VerifyPhone	BankVerification	VerifyDateOfBirth	ProfilePage	VerifyCountry	Cycle	idscreen	Splash	RewardsContainer	VerifyMobile	ProfileMaritalStatus	ProfileEducation	ProfileEducationMajor	WebView	SecurityModal	TransactionList	OtherScreens	CreditMonitoringScreens	LoanScreens	SavingsScreens
49834	179308	5	17	20	8	0	0	1	1	0	0	0	0	0	0	1	1	1	1	0	0	0	0	0	0	0	0	4	0	0	0
49835	85532	4	22	45	30	1	1	1	0	1	1	0	0	1	0	0	1	0	1	0	1	0	0	0	1	0	0	3	3	2	0
49836	96155	6	15	50	28	0	0	1	0	1	0	1	1	1	0	1	0	1	0	0	0	0	0	0	0	1	0	9	1	1	0
49837	343026	5	2	28	4	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	4	0	0	0
49838	90813	0	19	36	25	0	0	1	0	1	0	1	1	0	0	1	1	1	0	0	0	0	0	0	0	0	1	9	0	1	0
49839	222774	3	13	32	13	0	0	1	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	6	2	0	0
49840	169179	1	0	35	4	0	1	0	0	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0	0	0	0	1	0	0	0
49841	302367	2	22	39	25	0	0	0	0	1	0	1	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	6	0	0	0
49842	324905	6	12	27	26	0	0	1	0	1	0	1	1	1	0	1	1	0	0	0	0	0	0	0	0	0	0	13	0	0	0
49843	27047	4	1	25	26	0	0	0	1	0	0	0	0	1	1	1	0	0	0	0	0	1	1	1	0	0	0	5	0	1	7

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII